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This work introduces Ideation Arena, a battle style platform that evaluates research ideas through pairwise human assessment, and constructs Ideation Arena Eval, a benchmark for assessing whether automated evaluators align with human preferences in research ideation.
Stress-Relief Annealing (SRA), a polynomial-time simulation-free layout optimization algorithm that turns the task demand into a per-vertex stress field that predicts where traffic will concentrate in the warehouse; the field's peak provably caps the throughput.
This work proposes Dynamic Decomposition and Filtering for Multi-Hop Reasoning-Augmented Generation (D2F-ReAG), a novel paradigm that adaptively controls reasoning depth by judging the reliability of the root-level reasoning.
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